{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Code interpreting with Fireworks\n",
    "This example uses the E2B's [Code Interpreter](https://github.com/e2b-dev/code-interpreter) as a tool for [Firefunction-v2](https://fireworks.ai/models/fireworks/firefunction-v2) by Fireworks.\n",
    "\n",
    "We use the [secure sandbox](https://e2b.dev/docs/sandbox/overview) given by E2B to execute code for accomplishing the task given to the Firefunction-v2.\n",
    ">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Installations\n",
    "First, we install Fireworks, OpenAI, and the E2B Code Interpreter SDK."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m24.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.3.1\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install --upgrade fireworks-ai openai e2b_code_interpreter==1.0.0 python-dotenv==1.0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Imports and API keys\n",
    "\n",
    "You need to get your API keys and save them in .env file. You can copy and rename the .env.template file. We import all necessary libraries.\n",
    "\n",
    "This is what you should put in the .env file:\n",
    "\n",
    "```sh\n",
    "# TODO: Get your Fireworks API key from https://fireworks.ai/api-keys\n",
    "FIREWORKS_API_KEY = \"your_api_key\"\n",
    "\n",
    "# TODO: Get your E2B API key from https://e2b.dev/docs\n",
    "E2B_API_KEY = \"your_api_key\"\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai\n",
    "import json\n",
    "import sys\n",
    "import os\n",
    "from dotenv import load_dotenv\n",
    "load_dotenv()\n",
    "\n",
    "FIREWORKS_API_KEY = os.getenv(\"FIREWORKS_API_KEY\")\n",
    "E2B_API_KEY = os.getenv(\"E2B_API_KEY\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Prompts and tools setup\n",
    "\n",
    "Now we specify a system prompt, assigning a role to LLM, and user prompt for the task we want to acomplish.\n",
    "\n",
    "In the ```tools```, we describe the functions available to the agent in great detail in JSON Schema. Here, it's just the ```execute_python``` function, the one that will execute the code generated by the LLM assistant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "SYSTEM_PROMPT = \"\"\"\n",
    "## your job & context\n",
    "you are a python data scientist. you are given tasks to complete and you run python code to solve them.\n",
    "You DO NOT MAKE SYNTAX MISTAKES OR FORGET ANY IMPORTS\n",
    "- the python code runs in jupyter notebook.\n",
    "- every time you call `execute_python` tool, the python code is executed in a separate cell. it's okay to multiple calls to `execute_python`.\n",
    "- display visualizations using matplotlib or any other visualization library directly in the notebook. don't worry about saving the visualizations to a file.\n",
    "- you have access to the internet and can make api requests.\n",
    "- you also have access to the filesystem and can read/write files.\n",
    "- you can install any pip package (if it exists) if you need to but the usual packages for data analysis are already preinstalled.\n",
    "- you can run any python code you want, everything is running in a secure sandbox environment.\n",
    "\"\"\"\n",
    "\n",
    "USER_PROMPT = \"Plot a 3D chart of sin x cos y please.\"\n",
    "\n",
    "client = openai.OpenAI(\n",
    "    base_url = \"https://api.fireworks.ai/inference/v1\",\n",
    "    api_key = FIREWORKS_API_KEY\n",
    ")\n",
    "\n",
    "tools = [\n",
    "    {\n",
    "        \"type\": \"function\",\n",
    "        \"function\": {\n",
    "            \"name\": \"execute_python\",\n",
    "            \"description\": \"Execute python code in a Jupyter notebook cell and returns any result, stdout, stderr, display_data, and error.\",\n",
    "            \"parameters\": {\n",
    "                \"type\": \"object\",\n",
    "                \"properties\": {\n",
    "                    \"code\": {\n",
    "                        \"type\": \"string\",\n",
    "                        \"description\": \"The python code to execute in a single cell.\",\n",
    "                    },\n",
    "                },\n",
    "                \"required\": [\"code\"],\n",
    "            },\n",
    "        },\n",
    "        },\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Defining the function for running the AI-generated code\n",
    "\n",
    "We define the `code_interpret` function that uses the [E2B Code Interpreter SDK](https://e2b.dev/docs/quickstart) to run AI-generated Python code.\n",
    "\n",
    "We will use `run_code` to execute the AI-generated code inside the code interpreter sandbox. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def code_interpret(e2b_code_interpreter, code):\n",
    "  print(\"Running code interpreter...\")\n",
    "  exec = e2b_code_interpreter.run_code(\n",
    "    code,\n",
    "    # Stream stdout and stderr from the Code Interpreter\n",
    "    on_stdout=lambda stdout: print(\"[Code Interpreter]\", stdout),\n",
    "    on_stderr=lambda stderr: print(\"[Code Interpreter]\", stderr),\n",
    "    # You can also stream code execution results\n",
    "    # on_result=...\n",
    "  )\n",
    "\n",
    "  if exec.error:\n",
    "    print(\"[Code Interpreter ERROR]\", exec.error)\n",
    "  else:\n",
    "    return exec"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Getting agent's response\n",
    "\n",
    "Now we define a ```chat``` function that uses the Firefunction-v2 model to get agent's response to the user's task. If the response contains a tool call of `execute_python`, the code interpreter by E2B is used to securely run the code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def chat(e2b_code_interpreter, user_message):\n",
    "  print(f\"\\n{'='*50}\\nUser Message: {user_message}\\n{'='*50}\")\n",
    "  \n",
    "  messages = [\n",
    "    {\"role\": \"system\", \"content\": SYSTEM_PROMPT},\n",
    "    {\"role\": \"user\", \"content\": user_message}\n",
    "  ]\n",
    "\n",
    "  response = client.chat.completions.create(\n",
    "    model=\"accounts/fireworks/models/firefunction-v2\",\n",
    "    messages=messages,\n",
    "    tools=tools,\n",
    "    tool_choice=\"auto\"\n",
    "  )\n",
    "  for choice in response.choices:\n",
    "    if choice.message.tool_calls and len(choice.message.tool_calls) > 0:\n",
    "      for tool_call in choice.message.tool_calls:\n",
    "        if tool_call.function.name == \"execute_python\":\n",
    "          if \"code\" in tool_call.function.arguments:\n",
    "            args = json.loads(tool_call.function.arguments)\n",
    "            code = args[\"code\"]          \n",
    "            print(\"CODE TO RUN\")\n",
    "            print(code)\n",
    "            execution_output = code_interpret(e2b_code_interpreter, code)\n",
    "            return execution_output\n",
    "    else:\n",
    "      print(\"Answer:\", choice.message.content)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. Printing the output\n",
    "\n",
    "Finally we get the task result, calling the ```chat``` function.\n",
    "\n",
    "Read more about how the execution with Code Interpreter SDK looks like [here](https://e2b.dev/docs/code-interpreter/execution)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "==================================================\n",
      "User Message: Plot a 3D chart of sin x cos y please.\n",
      "==================================================\n",
      "CODE TO RUN\n",
      "import numpy as np\n",
      "import matplotlib.pyplot as plt\n",
      "\n",
      "fig = plt.figure(figsize=(8,6))\n",
      "ax = fig.add_subplot(111, projection='3d')\n",
      "\n",
      "x = np.linspace(-1, 1, 100)\n",
      "y = np.linspace(-1, 1, 100)\n",
      "X, Y = np.meshgrid(x, y)\n",
      "Z = np.sin(X) * np.cos(Y)\n",
      "\n",
      "ax.plot_surface(X, Y, Z, cmap='viridis', edgecolor='none')\n",
      "plt.show()\n",
      "Running code interpreter...\n",
      "Stdout: []\n",
      "Stderr: []\n",
      "AI-generated Python runtime error: None\n",
      "Results: [Result(<Figure size 800x600 with 1 Axes>)]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Result(<Figure size 800x600 with 1 Axes>)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from e2b_code_interpreter import Sandbox\n",
    "\n",
    "with Sandbox(api_key=E2B_API_KEY) as code_interpreter:\n",
    "  execution_output = chat(\n",
    "    code_interpreter,\n",
    "    USER_PROMPT,\n",
    "  )\n",
    "\n",
    "  if execution_output == None:\n",
    "    print(\"No output from the code interpreter. Did the LLM generate any code?\")\n",
    "    sys.exit(1)\n",
    "\n",
    "  # Access stdout\n",
    "  print(\"Stdout:\", execution_output.logs.stdout)\n",
    "  # Access stderr\n",
    "  print(\"Stderr:\", execution_output.logs.stderr)\n",
    "\n",
    "  # Access any runtime errors\n",
    "  print(\"AI-generated Python runtime error:\", execution_output.error)\n",
    "\n",
    "  # Access any results of code execution - charts, interpreter last line, images, etc.\n",
    "  print(\"Results:\", execution_output.results)\n",
    "  if len(execution_output.results) == 0:\n",
    "    sys.exit(0)\n",
    "\n",
    "execution_output.results[0]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
